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Can I read Layer-Level Activation Mechanism for Noise Robustness on EtoBox?

Layer-Level Activation Mechanism for Noise Robustness by nightsnackc is a document available to read on EtoBox.

What is Layer-Level Activation Mechanism for Noise Robustness about?

This document introduces a novel layer-level activation mechanism, termed LayerAct, which aims to enhance noise-robustness in neural networks by reducing fluctuations in activation outputs. The proposed LayerAct functions, LA-SiLU and LA-HardSiLU, demonstrate superior performance in handling noisy datasets compared to traditional element-level activation functions, achieving a zero-like mean activation without restricting the output space. Experimental results indicate that LayerAct functions excel in vario

Author
nightsnackc
Language
EN